Immersive museum visit with MOSTRAmi AI
v0.8.0 AI Integrity | Unreleased source candidate | August 14

Clio: The Muse that Reinvents the Museum

Choose a museum route, scan artwork and labels, obtain source-grounded analysis, zoom into details directly inside chat, and speak with Clio through native Live audio across the app. Choose local privacy with Gemma 4 or cloud depth via Gemini, with clear fallback paths and EU AI guardrails.

v0.8.0
Unreleased Source Build
Clio AI
Digital Muse
21
Version Code | Signing Pending
TRL 5-6
Internal Demo
MOSTRAmi visual - Renaissance in Digital Curation

State-of-the-Art Technology for Your Visit

MOSTRAmi combines robust on-device modules and cloud generative power to offer you an unprecedented premium museum assistant.

๐Ÿง 

Dual AI + Grounded Architecture

Runs offline on local chips with Gemma 4 E2B LiteRT, or connects to Gemini 3.6 Flash through a contract-first grounded generator/verifier pipeline with visible source provenance.

๐ŸŽ™๏ธ

Clio Live Native Audio

Speak naturally with the AI curator through Gemini Live native audio: continuous listening, voice response, barge-in, visible session status, and local fallback when offline assets are installed.

๐Ÿ”Š

Audio-First & Neural Voices

3-tier pipeline: on-device neural Piper (free, offline, privacy-first), premium cloud neural voices (Gemini) when you choose quality mode, and a system fallback. Expressive delivery comes from voice personas: not artificial pitch shifts. 10 voices across 5 languages.

๐Ÿ“

Museum Packs & Guided Visits

Each museum can expose curated packs with official maps, duration, audience, artwork lists, and route steps. Loading a pack creates a guided visit and sends the visitor straight to the first scan.

๐Ÿ›ก๏ธ

Freeze UX & Detail Exploration

The artwork frame freezes instantly, then chat becomes visual: pinch-to-zoom, tap detected points, circle a detail, and ask Clio about that exact crop.

๐Ÿ‘

Real AI Feedback & Reports

Quality metrics system based on thumbs up/down connected to Firebase Firestore. Direct report of AI content with full GDPR support.

๐Ÿงญ

GPS Proximity & Official Maps

Distance sorting, route launch, optional location mode, and offline map viewing remain available without turning the museum section into a settings panel.

Every Room Explains a Different Kind of Wonder

The website is structured like a digital museum. Visitors move horizontally across rooms and vertically through the story: from scan, to context, to voice, to sources, to memory.

01

Entrance Hall

Camera, OCR, profile, and consent become a calm first threshold. The visitor understands what Clio sees, which mode is active, and when the phone can leave the frame.

02

Living Canvas

The captured artwork becomes explorable: pinch, tap a point, circle a crop, and let the next answer focus on that exact visual detail.

03

Clio Live Salon

Native audio turns the guide into a conversation. Listening, speaking, interruption, retry, and fallback states stay visible without repeated taps.

04

Archive Vault

Museum packs, critic datasets, and MOSTRAmi KB appear as source chips. The visitor sees where the interpretation comes from.

05

Route Cabinet

Museums can prepare guided packs for families, first visits, scholar routes, or temporary exhibitions. The app loads the route and starts the visit without asking the user to configure a maze of options.

Visitor Journey Schema

FrameFreeze UX captures the artwork and clarifies that scanning is complete.
ContractAndroid builds the InterpretationContract with task, user, style, and safety context.
EvidenceSource broker retrieves museum pack, critic pack, or MOSTRAmi KB fragments.
RouteMuseum packs turn the museum list into a structured visit with artworks to find.
InterpretCloud grounded pipeline or local Gemma generates the grounded explanation.
ExploreThe visitor speaks, taps details, zooms, or circles a visual crop.
RememberHistory, scrapbook, and visit context preserve the cultural thread.

Clio Grounding Pipeline

Source broker

Selects evidence and assigns exact, stable source IDs.

Generator

Produces answer, TTS script and atomic claim-to-source mappings.

Citation validator

Rejects missing, duplicate or invented source references deterministically.

Semantic verifier

Checks grounding, safety and unsupported claims before delivery.

Android renderer

Shows verified claim citations and sends approved text to local or Live audio.

The User Interface in Action

Representative marketing visuals for the v0.8.0 feature line. They are not exact-device release evidence; fresh captures from the signed 0.8.0 artifact remain a distribution gate.

Label Scan and AI Steer Screen

01. Scan & AI Steering

OCR with corrective editing and verified visitor profiles (Kids mode with fairy tale narration, Senior mode without emojis).

Museum GPS Proximity Screen

02. Museums & Experience Packs

Official maps, nearby museums and curated experience packs with route, assets and Clio-guided opening.

Clio Live and Artwork Guide Screen

03. Clio Live & Artwork Guide

Native Live audio, waveform conversation, rich narration subtitles and image-first artwork exploration.

Release & Build Register

A precise record of what testers can install today, what exists only as an unreleased source candidate, and which entries are retained as historical development snapshots. Source progress is not presented as a distributed release.

Solid archival goldCurrent signed private-beta APK โ€” installable by authorised testers.
Dashed cyan outlineUnreleased source candidate โ€” compiled evidence, but no signed APK.
Neutral ivoryHistorical build or snapshot โ€” preserved for development context.
v0.8.0 ยท Unreleased source candidate August 14, 2026 ยท versionCode 21

AI integrity, grounded claims and genuinely private local voice

This entry records only the incremental AI-integrity work in the current source. The YC build compiles, but v0.8.0 has no signed or distributable APK. Signing, cloud canary and exact-device qualification remain mandatory release gates.

Grounded generation

  • โ–ธ Gemini 3.6 grounded cloud path: structured answer, TTS and atomic claim-to-source output with an operational model override.
  • โ–ธ Claim-level provenance: deterministic citation validation and semantic/safety verification before Android renders the response.

Local runtime & retrieval

  • โ–ธ LiteRT-LM 0.16: current Gemma 4 E2B/E4B on-device runtime.
  • โ–ธ Private speech path: on-device recognizer only on supported devices, with no silent remote speech fallback.
  • โ–ธ Attested assets: Gemma and Piper downloads are pinned and verified by exact size and SHA-256 before use.
  • โ–ธ Weighted BM25 gate: local pack retrieval uses a refusal threshold and an automated IT/EN evaluation gate.

Hardening & evidence

  • โ–ธ Input and audio lifecycle hardening: visitor-name prompt sanitisation, voice-call mute restoration and a thread-safe Visualizer lock.
  • โ–ธ Automated evidence: Android, Functions, Worker and mostrapack checks pass at this checkpoint.
  • โ–ธ Artifact boundary: :app:assembleYc succeeds; the output is unsigned and is not offered for download.
v0.7.0 ยท Current signed APK Signed August 9, 2026 ยท Private Beta 1 ยท versionCode 20

The installable private-beta build testers currently have

v0.7.0 is the only signed and distributable APK currently available to authorised private testers. It carries the complete visit-first product line below. These implementation and artifact checks do not imply requalification on every exact device in the future v0.8 matrix.

Packagecom.mostrami
SignatureAPK Signature Scheme v2 verified
Packaging16 KB verification recorded
Size308 MiB

Visit & artwork flow

  • โ–ธ Visit-first navigation with a stable scan-to-chat handoff and shared Camera/Chat state.
  • โ–ธ Image-first artwork guide with pinch zoom, point focus and circle selection.
  • โ–ธ Museum Experience Packages with route metadata, guided visit state and first-artwork camera handoff.

Clio & content

  • โ–ธ Clio Live native audio, interruption/barge-in, global assistant and real-amplitude waveform.
  • โ–ธ Clio-led onboarding and bespoke MOSTRAmi app/web icons.
  • โ–ธ Rich-text narration across Chat and Explorer, plus the structured Scholar Dossier.

Privacy & release quality

  • โ–ธ Privacy-aware telemetry remains opt-in; the release client contains no API key.
  • โ–ธ Android 16 KB compatibility and signed artifact verification are recorded.
  • โ–ธ Retained as the rollback artifact when future signed v0.8 qualification begins.
Download current signed v0.7.0 private-beta APK SHA-256 ยท 485387a1bd6e4c66fea89bf5e72b6b1f0e356697c0c595a37130c0d85fe49acb
v0.6.0 UX pass June 12, 2026 | Debug APK generated GLOBAL CLIO + MUSEUM PACKS

A Living Assistant Across the App, Plus Curated Museum Routes

The latest testing APK reframes the experience around the museum visit: Clio Live is available across the main app surfaces, local voice controls stay hidden unless relevant, Live and TTS cannot overlap, and Museums now lets visitors load curated route packs before scanning.

๐Ÿ›๏ธ Museum Packs

  • โ–ธ Choose route: each museum can expose duration, audience, artworks, and route steps.
  • โ–ธ Guided visit state: loading a pack creates the active visit and fills the artwork wishlist.
  • โ–ธ Camera handoff: the visitor is sent directly to scanning the first artwork.

๐ŸŽ™๏ธ Clio Everywhere

  • โ–ธ Floating Live assistant: available on Home, Museums, History, Settings, Feature Guide and post-visit surfaces.
  • โ–ธ Cleaner voice UI: local controls stay hidden outside local/expert context.
  • โ–ธ No double audio: TTS is stopped when Live starts and hidden while Live is active.
v0.6.0 YC demo June 11, 2026 | Debug APK generated CLIO LIVE + INTERACTIVE ARTWORK

Native Live Audio, Visible Errors, and Visual Detail Chat

The YC demo APK adds the user-facing layer needed for a credible live demo: Clio Live now targets the Firebase Google AI native-audio model, exposes runtime errors with retry, and the chat image panel supports pinch-to-zoom, tap-to-focus, detected points of interest, and circle-select detail crops.

๐ŸŽ™๏ธ Clio Live

  • โ–ธ Native Gemini Live API: Continuous listening, voice response, and barge-in through Firebase AI Logic.
  • โ–ธ Recovery UI: Live failures show the specific runtime error and a retry action inside the Live panel.
  • โ–ธ Fallback clarity: Local Live remains the offline path when Gemma/STT/Piper assets are present.

๐Ÿ–ผ๏ธ Interactive Artwork Chat

  • โ–ธ Pinch-to-zoom directly in the chat artwork panel.
  • โ–ธ Tap or circle a detail to crop the frame and continue the conversation on that area.
  • โ–ธ Points of interest from the analysis are passed into ChatScreen, not only History.
v0.6.0 audit June 10, 2026 | Legacy architecture snapshot CLIO CLAIM-LEVEL PROVENANCE

Clio Multi-Layer Mixture-of-Agents Pipeline & Per-Message Provenance

Historical snapshot: the previous multi-agent approach has now been superseded by the grounded generator/verifier workflow. Android builds a strongly typed InterpretationContract, carries evidence into local Gemma prompts, parses cloud claim-to-source mappings, and renders verified citations on each Clio message.

๐Ÿ—๏ธ Contract-First Architecture

  • โ–ธ InterpretationContract: Typed Kotlin data class with 8 sections (task, artworkContext, visitContext, userContext, styleContext, sourcePolicy, safetyPolicy, outputSpec).
  • โ–ธ ContractBuilder: Reads SettingsRepository and assembles the contract with UUID, language, persona, privacy, and expertise level.
  • โ–ธ Built-in demo broker: Demo evidence retrieval from Museum Packs, Licensed Critics, and MOSTRAmi KB. The production Vector/FTS broker remains a launch gate.
  • โ–ธ PromptRenderer: Translates Contract + EvidenceBundle into a multi-section structured prompt for local Gemma 4 and AICore paths.

โ˜๏ธ Cloud Agent Chain (Firebase Functions)

  • โ–ธ [0] Preflight Gate: Privacy & consent verification before any AI call.
  • โ–ธ [1] Source Broker: Extracts EvidenceBundle from artwork context.
  • โ–ธ [2] Interpretation Planner: Selects 2-4 factual claims with JSON schema output.
  • โ–ธ [3] Draft Generator: Writes sterile academic text based ONLY on evidence.
  • โ–ธ [4] Audience Adapter: Rewrites for persona and audience without changing facts.
  • โ–ธ [5] Safety Verifier: Independent verifier for EU AI Act guardrails, unsupported claims, and refusal conditions.
  • โ–ธ [6] Voice Director: persona- and prompt-based prosody steering for natural TTS narration.

Safety, UI & Verification

  • โ–ธ End-to-end error propagation: Firebase HttpsError safety and consent states now reach Android without being flattened into generic connectivity errors.
  • โ–ธ Per-message source UI: Chat bubbles store their own source chips, grounding label, contract task, and museum grounding flag.
  • โ–ธ Build gates passed: compileDebugKotlin, unit tests, lintDebug, bundleRelease, Wear debug build, and Firebase syntax check.
  • โ–ธ Zero API Keys on Client: All keys managed server-side by Firebase (FF-101).
v0.6.0 June 5, 2026 ๐Ÿ‘ฅ TOURSYNC & JOURNAL

๐Ÿ‘ฅ Clio TourSync Group Tours, Art Treasure Hunt & Timeline Scrapbook

Major update focused on enhancing the visiting experience: support for tour guides (sync and BLE radar), gamification for families, and redesign of the post-visit journal into a historical scrapbook.

๐Ÿ‘ฅ Clio TourSync (B2B/B2C Guide)

  • โ–ธ WebSocket Sync: Real-time synchronization of participants' screens with the artwork scanned by the guide.
  • โ–ธ BLE Proximity Radar: Separation alerts (under 15m) based on RSSI values and haptic vibration.
  • โ–ธ Persona Steering: Centralized AI persona change from the guide for the entire group (Kids/Senior/Standard).

๐ŸŽฎ Art Treasure Hunt

  • โ–ธ Wishlist Riddles: Wishlist transformed into textual/visual riddles based on the tour path theme.
  • โ–ธ AI Quiz Master: Multiple choice quizzes generated by the AI after unlocking each artwork.
  • โ–ธ Digital Stickers: Collectible graphic rewards unlockable on the ship log journal page.

๐Ÿ“” Scrapbook Log Journal

  • โ–ธ Travel Timeline: New vertical scrapbook layout with personal memories, photos, and captions.
  • โ–ธ Voice Journal: Recording and playback of audio notes (.aac) coupled with paintings or global visits.
  • โ–ธ Premium Exports: Polaroid postcard generator for social sharing and PDF Scrapbook export.
v0.5.7 June 5, 2026 ๐Ÿ–ฅ๏ธ DIAGNOSTIC HUD

๐Ÿ–ฅ๏ธ Diagnostic HUD, Scan Timeouts & JNI Recovery

โœจ New Features

  • โ–ธ Diagnostic HUD Overlay: Collapsible diagnostic dashboard overlaying the camera feed that displays active AI engine, RAM size, network status, and pipeline status.
  • โ–ธ Fail-Safe Routing: Automatic failover of the AI pipeline to Gemini Cloud or local warnings in case model loading or inference freezes.

๐Ÿ› Hotfixes & Optimizations

  • โ–ธ Inference & Load Timeouts: Strict 30s/35s timeouts on Gemma 4 JNI calls and model loading to avoid indefinite freezes of the scanning page.
  • โ–ธ Clean JNI Mutex Release: Forced release of the nativeMutex via JNI cancelProcess() when the timeout triggers, allowing scan retry.
v0.5.6 May 29, 2026 ๐ŸŽ™๏ธ CLIO LIVE

๐ŸŽ™๏ธ Clio Live Audio, Dual-Engine & Dual Profile (Standard vs Expert)

โœจ New Features

  • โ–ธ Dual Configuration Profiles: Standard profile for a seamless, zero-permission onboarding, and Expert profile to unlock advanced technical options.
  • โ–ธ Clio Live Cloud & Local (Dual-Engine): Real-time, two-way voice conversation. Cloud (Gemini Live API via high-fidelity WebSocket with barge-in support) and Local (Gemma 4 + Piper offline) both active and exposed in the Expert interface.
  • โ–ธ Gemma 4 Download Panel: On-device management panel for downloading and choosing Gemma 4 variants (E2B / E4B) directly from Settings.
  • โ–ธ ProsodyProcessor: Intelligent speech prosody engine converting markdown, emojis, and styling into neural audio instructions.
  • โ–ธ Live Transcription: Real-time captioning of user speech and Clio responses.

๐Ÿ› Hotfixes & Optimizations

  • โ–ธ Model Naming Cleanup: Legacy Gemini labels were aligned with the current Gemini 2.5 family naming used by the AI stack.
  • โ–ธ Local BLE Tracking: Native Bluetooth Low Energy (Clio TourSync) RSSI tracking initialized only for Expert profiles.
  • โ–ธ Permission Loop Bypass: Standard users are not interrupted by intrusive permission popups at startup, improving onboarding.
v0.5.5 May 28, 2026 ๐Ÿš€ STABILITY & CLOUD

๐Ÿš€ Thread-Safety, Direct Cloud Connections & Stage Journal

โœจ New Features

  • โ–ธ Direct Cloud REST Client: Bypasses Firebase proxies, connecting directly to Google AI Studio (Gemini 3.6 Flash) via secure API keys.
  • โ–ธ Stage Journal & Auto-Matching: Camera navigation and fuzzy-matching of scanned artworks on the wishlist.
  • โ–ธ Itinerary Sharing: Exposes wishlist export options via system sharing intents.
  • โ–ธ Auto-Narration TTS: Automatically triggers voice narration after successful artwork detection.
  • โ–ธ Standard AI Fallback: Toggle to disable RAG databases in settings and use standard AI explanations.

๐Ÿ› Hotfixes & Optimizations

  • โ–ธ Chatbot Deadlock Fix: Concurrent clicks blocked via Compose state and Kotlin nativeMutex thread serialization.
  • โ–ธ TTS Shutdown Fix: Proper singleton release on background to avoid initialization errors.
  • โ–ธ Small Screens UI: Added horizontal scrolling to suggestion chips in settings to prevent broken text.
v0.5.4 May 28, 2026 ๐Ÿ›ก๏ธ RESPONSIBLE AI

๐Ÿ›ก๏ธ Responsible AI, EU AI Act & Watch Fixes

โœจ New Features

  • โ–ธ Detailed Responsible AI section with 4 pillars (Fairness, Transparency, Privacy, Reliability).
  • โ–ธ EU AI Act Compliance (Reg. 2024/1689), Article 50 Transparency.
  • โ–ธ Law 132/2025 Compliance, the first national AI framework in the EU.
  • โ–ธ Visual safety pipeline: Capture -> Face Blur -> Consent -> AI -> RAG -> Disclosure.
  • โ–ธ User profile safety guardrails (Kids prompt anti-injection, Senior anti-ageism).

โŒš Watch App Fixes

  • โ–ธ Added Stop button โน to the Wear OS controller.
  • โ–ธ Progress indicator fixes: properly reflects real playback progress.
  • โ–ธ isActive fix: Wear OS app returns to idle state on playback stop.
  • โ–ธ Website showcase: new Responsible AI Hall added to the digital museum.
v0.5.3 May 27, 2026

๐Ÿ›๏ธ Clio AI, 10-Field OCR Taxonomy & Expert RAG Datasets

โœจ New Features

  • โ–ธ Clio: Labeled the AI assistant: Clio, the Greek Muse of History.
  • โ–ธ 10-Field OCR Taxonomy: museum, inventory, artist, origin, title, year, technique, dimensions, provenance, and note.
  • โ–ธ Expert RAG Datasets (Lexroom-style): curated critical archives for historical grounding.
  • โ–ธ Art Curator AR Hotspots: points of interest verified by expert art historians.
  • โ–ธ Progressive Answers (typewriter effect) for improved UX during processing.
  • โ–ธ Foldable historical taxonomy sheet in ArtworkExplorerScreen.

๐Ÿ› Fixes & Enhancements

  • โ–ธ Post-shot crash fix: deferred resetConversation() with 500ms delay.
  • โ–ธ artworkBitmap converted to StateFlow for Compose thread-safety.
  • โ–ธ Room Database migration v8 for Expert Dataset entities.
  • โ–ธ AIRouter: Levenshtein fuzzy matching for critical archive lookup.
  • โ–ธ Visitor profiles: dynamic system prompts for Kids/Senior/Adult.
v0.5.0 May 26, 2026

๐Ÿ“” Ship Log & Exhibition Logbook

  • โ–ธ ExhibitionEntity + WishlistItem: new data model for museum visits.
  • โ–ธ Pre-visit wishlist with auto-matching when artwork is scanned.
  • โ–ธ Visit statistics: viewed artworks, duration, completion rate.
  • โ–ธ Personal exhibition notes with auto-suggest for visited museums.
  • โ–ธ Tab system in HistoryScreen: History + Journals.
  • โ–ธ Active banner in CameraScreen during active visits.
v0.4.13 May 24, 2026

๐ŸŽ™๏ธ Voice Chat Hands-Free & Real Feedback

โœจ New Features

  • โ–ธ Hands-Free Voice Chat: continuous ASRโ†’AIโ†’TTS loop without screen touches.
  • โ–ธ Animated pulsing orb visualizer with states: listening, processing, speaking.
  • โ–ธ Real ๐Ÿ‘/๐Ÿ‘Ž Feedback: data pushed to Firebase Firestore (no longer mockup).
  • โ–ธ FeedbackRepository.kt with GDPR support for user data deletion.
  • โ–ธ lang/voiceKey parameters passed to speak() directly.

๐Ÿ› Critical Bug Fixes

  • โ–ธ TTS Root Cause: setLanguage() no longer destroys isInitialized.
  • โ–ธ Race condition: voice/language configuration after initialization wait loop.
  • โ–ธ Safety-reset: TTS state no longer stuck on Speaking if all tiers fail.
  • โ–ธ speakWithSystemTTS() correctly resets state on failure.
  • โ–ธ shutdown() properly releases native resources of the TTS engine.
v0.4.16 May 24, 2026

๐Ÿ”Š Chatbot Auto-Narration & Audio Sync

  • โ–ธ Gemma Optimization: prompt constraint of 2 short sentences (โ‰ค30 words) for under 5s latency.
  • โ–ธ Golden speaker icon visible to replay the last chatbot response.
  • โ–ธ Chat text formatting with markdown support and properly spaced paragraphs.
  • โ–ธ Narrator profiles tailored for tone (Academic, Popular, Adventurous, Kids).
  • โ–ธ Dedicated system prompts with grammar and syntax calibrated by language.
  • โ–ธ Differentiated audio voices based on visitor profile (e.g., warm voice for kids).
v0.4.13 May 23, 2026

๐Ÿง  Dual AI Architecture & Onboarding

  • โ–ธ Gemma 4 E2B LiteRT: offline-capable local inference for privacy-first visits after model download.
  • โ–ธ Gemini 3.6 Flash Cloud: scholar-tier deep analysis via Firebase AI Logic.
  • โ–ธ Smart AI Router: automatic local/cloud switching with billing manager.
  • โ–ธ Guided Onboarding: local default configuration, package downloads, hardware tests.
  • โ–ธ Local LLM Chatbot for general app questions inside Settings.
  • โ–ธ Save photo set as default with disclosure during onboarding.
v0.4.10 May 20, 2026

๐Ÿ“ GPS, Maps & OCR Scanning

  • โ–ธ GPS Proximity: real-time museum distance calculation with geolocated welcome.
  • โ–ธ Label OCR scanning with corrective editing and confidence scoring.
  • โ–ธ Piper TTS speech synthesis: 10 offline neural voices (5 languages x 2 genders).
  • โ–ธ Cloud TTS Gemini: prompt-steerable voice persona with 6 personalities.
  • โ–ธ Freeze UX: instant capture frame with GDPR face redaction.
  • โ–ธ AR Points of Interest: 8-12 art details with AI zoom overlays.
  • โ–ธ Whisper Mode: reduced volume at 20% with automatic headphone detection.
  • โ–ธ Proximity sensor: auto-pauses playback when the phone is moved away.
  • โ–ธ AI Report system: pushes feedback directly to Firestore.
  • โ–ธ Scan History: local storage with JSON export and GDPR deletion.

Patent Strategy & IP

Operational plan for protecting MOSTRAmi's innovations through Italian patents (UIBM), European patents (EPO), and PCT international filings (WIPO).

๐Ÿ“‹ Recommended Filing Strategy

Phase 1 | UIBM Italy

~โ‚ฌ600

National filing at the Italian Patent and Trademark Office. Establishes the priority date. Base cost โ‚ฌ50 + โ‚ฌ45 per extra claim. With attorney: ~โ‚ฌ500-600 total.

Timeline: Immediate filing -> Examination 18-36 months -> Grant.

Phase 2 | EPO Europe

~โ‚ฌ6,000

Within 12 months of the UIBM priority date, file at the European Patent Office. Covers up to 38 countries. Filing fee โ‚ฌ1,390 + search โ‚ฌ1,520 + exam โ‚ฌ1,960.

EPO Requirement for AI: The invention must yield a technical effect, interacting with physical components (sensors, camera, TTS engines).

Phase 3 | PCT International

~โ‚ฌ4,000

PCT (Patent Cooperation Treaty) filing to secure a 30-month window to select target national phases (US, Japan, China). International fee CHF 1,330 + search ~โ‚ฌ1,875.

Timeline: 12 months from priority -> PCT filing -> 30 months to choose national entries.

๐Ÿ›๏ธ Core Claims

Each innovation is assessed for technical effect (EPO requirement), novelty against prior art, and industrial application.

CLAIM 1 | Hybrid On-Device/Cloud Art Analysis System with Intelligent Routing

CPC: G06F40/30 | G06N3/08

Method and apparatus for automatic artwork analysis via intelligent 3-tier routing: (1) on-device Gemma LLM via LiteRT-LM for local privacy-first inference, (2) Gemini 3.6 Flash cloud VLM via secure proxy with App Check, (3) degraded local fallback. Switching occurs automatically based on connectivity, battery level, preferences, and cost quotas.

TECHNICAL EFFECT

Physical interaction with hardware (NPU/GPU, network sensors, battery manager) to optimize latency and power consumption

NOVELTY vs PRIOR ART

Smartify/Google Arts: cloud only. Bloomberg Connects: pre-rendered museum content only. None offer hybrid on-device/cloud routing

APPLICATION

Museum guiding, art education, cultural tourism, visual accessibility guides

CLAIM 2 | 3-Tier Voice Pipeline with Persona Steering & Hands-Free Conversational Loop

CPC: G10L13/08 | G10L15/22

Voice synthesis system with 3 hierarchical levels and automatic failover: (1) offline neural Piper TTS with downloadable ONNX models, (2) Gemini Cloud TTS with voice persona prompting, (3) Android System TTS fallback. Includes a continuous conversational loop (ASR->LLM->TTS) for hands-free visits with real-time animated visuals.

TECHNICAL EFFECT

Hardware orchestration of TTS engine, microphone, proximity sensor, and audio manager for smooth voice loops without screen input

NOVELTY vs PRIOR ART

izi.TRAVEL: pre-recorded playback only. No competitors offer 3-tier TTS with persona steering + hands-free ASR in a museum context

APPLICATION

Blind visitor accessibility, hands-free audio guides, immersive museum routes

CLAIM 3 | Freeze UX with GDPR-Compliant On-Device Face Redaction

CPC: G06V40/16 | H04N5/232

Method for instant image capture in public settings with zero-latency frame freezing (Freeze UX) and automatic on-device Gaussian blurring of detected visitor faces via ML Kit Face Detection, prior to saving to disk or transferring to cloud. AI analysis runs asynchronously on the frozen, redacted frame.

TECHNICAL EFFECT

Real-time camera feed -> face detection -> blur -> freeze pipeline with asynchronous AI parallel processing

NOVELTY vs PRIOR ART

No museum app competitors implement pre-cloud GDPR face redaction. Google Lens: no third-party privacy. Smartify: no face blurring

APPLICATION

GDPR compliance, public space photography, biometric data protection

CLAIM 4 | Adaptive Narrator Profiles via Multimodal Prompt Engineering

CPC: G06F40/56 | G09B5/00

Adaptive prompt engineering system that automatically adjusts lexical tone, syntactic complexity, narrative style, voice parameters (pitch, speed, TTS voice key) and output constraints based on the selected visitor profile (Kids 6-14, Popular, Academic, Adventurous) and language (IT, EN, FR, DE, ES). Each profile-language combination has a dedicated, reviewable system prompt.

Transparent Pricing and Flexible Usage

Why two main modes? Cloud inference has a per-request operating cost; local inference uses downloaded assets and device compute, subject to device compatibility and distribution terms.

Local Base Plan
โ‚ฌ0/ forever

Runs offline on compatible phones after the required assets are installed, keeping artwork analysis on the device in local mode.

  • On-device analysis powered by Gemma 4 E2B (downloadable in Standard or Expert profile)
  • Offline-capable visits in Airplane Mode after downloading the local package
  • Local analysis stays on device; optional diagnostics and cloud modes have separate consent controls
  • Local neural Piper TTS speech synthesis
  • Hands-free voice chat with the AI curator
  • PDF museum map viewer
Download Free in Beta
๐Ÿ›๏ธ Museum
from โ‚ฌ499/ year

Dedicated solution for museum institutions. Guided Museum Packs, custom Critic Datasets, official maps, and analytics.

  • Museum Packs with curated routes and artwork lists
  • Official map and guided visit manifests
  • BLE beacon kit for proximity engagement
  • Custom Critic Datasets for the collection
  • Visitor analytics dashboard
  • Dedicated support and guaranteed SLA
  • Full EU AI Act compliance included
Contact Us
๐Ÿ›๏ธ Platforms & Stores

MOSTRAmi in Your Hand

Closed Beta | after release gates
Google Play
Access planned | v0.8.0 signing pending
Future Research
App Store
iOS | 2028+
Demand-gated exploration
Future Research
AppGallery
HarmonyOS | 2028+
Demand-gated research
Future Research
WeChat MP
WeChat | 2028+
Demand-gated research

Your Data Belongs to You

MOSTRAmi adopts the most conservative policies on the European digital culture market in full compliance with GDPR regulations.

GDPR Face Redaction: The camera module automatically blurs visitor faces locally on the device. Cloud servers will never see biometric data from third parties.

No Hidden Profiling: Firebase Analytics and Crashlytics require your explicit consent at startup. opt-in diagnostics.

App Check Security: Cloud requests are encrypted and verified with Play Integrity tokens to prevent server spam and abuse.

Maps Without GPS: You can download and explore all museum maps and official guides even with geographic positioning completely disabled.

Full Data Portability: Your scan history can be exported as a formatted JSON file or permanently deleted in one tap.

Transparent Feedback: Quality feedback (thumbs up/down) is pushed to Firestore. Collected records are fully deletable under the GDPR right to be forgotten.

Educational overview of AR points and coordinates

Why to Trust Clio

MOSTRAmi is the first museum AI application designed from the ground up to comply with European and Italian regulations. Every architectural decision reflects Responsible AI principles.

๐Ÿ’ก Why This Matters for Investors

The EU AI Act (effective from August 1, 2024) imposes increasing obligations on AI applications in the European market. Non-compliant systems risk fines of up to 3% of global turnover. MOSTRAmi is already compliant, representing a first-mover regulatory advantage. For partner museums, choosing MOSTRAmi eliminates AI-related legal risks.

๐Ÿ‡ช๐Ÿ‡บ

EU AI Act

Regulation (EU) 2024/1689 | Art. 50 Transparency
  • โœ… Limited Risk: AI system interacting with natural persons. Not classified as high risk.
  • โœ… Transparency (Art. 50): Prominent onboarding disclosures + explicit limits defined in the Terms of Service.
  • โœ… Explicit Consent: Dedicated checkbox consent required before activating AI features.
  • โœ… GPAI Compliance (Art. 51-56): Gemma 4 backed by detailed technical documentation and open licensing.
  • โœ… Human-in-the-Loop: Curated critical archives compiled by art experts as validation guardrails.
๐Ÿ‡ฎ๐Ÿ‡น

Law 132/2025

First national AI framework in the EU | Effective from 10/10/2025
  • โœ… Human-Centric Approach: AI supports, rather than replaces, human expertise and guides.
  • โœ… Minor Protection: Parental consent required for users under 14 years, strict content filtering.
  • โœ… ACN/AgID Governance: Local data priority, secure on-device processing.
  • โœ… Copyright Respect: Proper source attribution and citation, no mass data copying.
  • โœ… Cultural Heritage Focus: Specifically designed to integrate into museum labs.

๐Ÿ›๏ธ The 4 Pillars of MOSTRAmi's Responsible AI

โš–๏ธ

Fairness & Inclusivity

Clio adapts her cognitive and language levels to the visitor's profile: kid, senior, adult, or scholar. Strict support for 5 languages ensures equal treatment.

๐Ÿ”

Transparency & Consent

Explicit user consent checkbox in onboarding. App limits and AI chatbot responsibilities are transparently listed in the Terms of Service.

๐Ÿ”’

Privacy & Data Sovereignty

Automatic Face Obfuscation via ML Kit before any inference. In Privacy Mode, no data leaves the device RAM. Zero tracking, zero telemetries.

๐ŸŽฏ

Reliability & Quality

Lexroom-style RAG: responses grounded in art datasets. Unsupported claims are reduced through retrieval and visible citations; answers reference verified historical essays with APA/MLA citations.

โš™๏ธ Technical Pipelines (Patent-Ready)

๐Ÿ“ท Stream 1 | OCR -> Expert RAG -> Clio Response

๐Ÿ“ท
Capture
CameraX
โ†’
๐Ÿ”
OCR
ML Kit 5 langs
โ†’
๐Ÿท๏ธ
10-Field Parse
Taxonomy
โ†’
๐Ÿ“š
Expert RAG
Critical Archives
โ†’
AI ROUTING
โ— Gemma 4 local
โ— Gemini Cloud
โ— Firebase AI
โ†’
๐Ÿ’ฌ
Clio Response
+ AI Disclosure

๐Ÿ”Š Stream 2 | Audio Pipeline (3-Tier TTS)

๐Ÿ“„
AI Text
AnalysisVM
โ†’
โœ‚๏ธ
Chunking
Per sentence
โ†’
TTS ENGINE
โ— Piper (offline)
โ— Cloud Neural
โ— System TTS
โ†’
๐Ÿ”Š
Playback
+ Lip Sync
โ†’
โŒš
Wear OS
Remote Ctrl

๐Ÿ” Stream 3 | Privacy & GDPR Pipeline

๐Ÿ“ท
Capture
1280px
โ†’
๐Ÿ‘ค
Face Detect
ML Kit
โ†’
๐ŸŒซ๏ธ
Gaussian Blur
25px radius
โ†’
โœ…
Consent
Checkbox
โ†’
๐Ÿง 
On-Device AI
Gemma 4
โ†’
๐Ÿšซ
No Cloud
Privacy Mode

๐Ÿ›๏ธ Why Museums Should Partner with MOSTRAmi

๐Ÿ’ฐ

Zero Setup Costs

No dedicated app development, no dedicated hardware, no servers. The museum activates MOSTRAmi in 24 hours simply by loading its catalog. Visitors use their own devices.

๐Ÿ”

Minimized Legal Risks

Compliance with EU AI Act and Law 132/2025 out of the box. GDPR face obfuscation, explicit consent, AI transparency. Museums can deploy AI with zero legal overhead.

๐ŸŒ

Native Multilingual Support

5 languages (IT, EN, FR, DE, ES) with neural TTS and adaptive narrator profiles. No translation costs for the museum. Clio speaks the visitor's language automatically.

โ™ฟ

Verified Accessibility

Hands-free voice chat for visitors with visual impairments. Senior profile with large text, slowed TTS, and screen-free guidance. Fully aligned with WCAG AA.

๐Ÿ“Š

Museum Analytics

Dashboard with real metrics: most viewed artworks, average viewing times, qualitative AI feedback. Aggregated and anonymized data for improving curation.

๐Ÿ“š

Curated Museum Archives

The current broker retrieves from validated source packs and exposes provenance. Institution-authored archives become authoritative inputs only after rights review and a written partner integration.